├── .gitignore ├── LICENSE ├── README.md ├── imgs ├── rpi5.png └── ultrarunningmug.png ├── media ├── acesnow.mp4 └── gpt4otranslations.m4a └── src ├── GPT4o_AOAI_lab01 ├── GPT4o_AOAI_lab01.csproj ├── Program.cs └── imgs │ ├── foggyday.png │ ├── foggydaysmall.png │ ├── petsmusic.png │ ├── rpi5.png │ └── ultrarunningmug.png ├── GPT4o_AOAI_lab02 ├── GPT4o_AOAI_lab02.csproj ├── Program.cs └── imgs │ ├── foggyday.png │ ├── foggydaysmall.png │ ├── petsmusic.png │ ├── rpi5.png │ └── ultrarunningmug.png ├── GPT4o_AOAI_lab03 ├── GPT4o_AOAI_lab03.csproj ├── Program.cs └── audio │ └── NTNIntro.mp4 ├── GPT4o_lab01 ├── GPT4o_lab01.csproj ├── Program.cs └── imgs │ ├── rpi5.png │ └── ultrarunningmug.png ├── GPT4o_lab02 ├── GPT4o_lab02.csproj ├── Program.cs └── media │ └── NTNIntro.mp4 ├── GPT4o_labs.sln ├── OAINETSDK_lab01 ├── OAINETSDK_lab01.csproj └── Program.cs ├── OAINETSDK_lab02 ├── OAINETSDK_lab02.csproj ├── Program.cs └── audio │ └── NTNIntro.mp4 └── OAINETSDK_lab03 ├── OAINETSDK_lab03.csproj ├── Program.cs └── imgs ├── foggyday.png ├── foggydaysmall.png ├── petsmusic.png ├── rpi5.png └── ultrarunningmug.png /.gitignore: -------------------------------------------------------------------------------- 1 | ## Ignore Visual Studio temporary files, build results, and 2 | ## files generated by popular Visual Studio add-ons. 3 | ## 4 | ## Get latest from https://github.com/github/gitignore/blob/main/VisualStudio.gitignore 5 | 6 | # User-specific files 7 | *.rsuser 8 | *.suo 9 | *.user 10 | *.userosscache 11 | *.sln.docstates 12 | 13 | # User-specific files (MonoDevelop/Xamarin Studio) 14 | *.userprefs 15 | 16 | # Mono auto generated files 17 | mono_crash.* 18 | 19 | # Build results 20 | [Dd]ebug/ 21 | [Dd]ebugPublic/ 22 | [Rr]elease/ 23 | [Rr]eleases/ 24 | x64/ 25 | x86/ 26 | [Ww][Ii][Nn]32/ 27 | [Aa][Rr][Mm]/ 28 | [Aa][Rr][Mm]64/ 29 | bld/ 30 | [Bb]in/ 31 | [Oo]bj/ 32 | [Ll]og/ 33 | [Ll]ogs/ 34 | 35 | # Visual Studio 2015/2017 cache/options directory 36 | .vs/ 37 | # Uncomment if you have tasks that create the project's static files in wwwroot 38 | #wwwroot/ 39 | 40 | # Visual Studio 2017 auto generated files 41 | Generated\ Files/ 42 | 43 | # MSTest test Results 44 | [Tt]est[Rr]esult*/ 45 | [Bb]uild[Ll]og.* 46 | 47 | # NUnit 48 | *.VisualState.xml 49 | TestResult.xml 50 | nunit-*.xml 51 | 52 | # Build Results of an ATL Project 53 | [Dd]ebugPS/ 54 | [Rr]eleasePS/ 55 | dlldata.c 56 | 57 | # Benchmark Results 58 | BenchmarkDotNet.Artifacts/ 59 | 60 | # .NET Core 61 | project.lock.json 62 | project.fragment.lock.json 63 | artifacts/ 64 | 65 | # ASP.NET Scaffolding 66 | ScaffoldingReadMe.txt 67 | 68 | # StyleCop 69 | StyleCopReport.xml 70 | 71 | # Files built by Visual Studio 72 | *_i.c 73 | *_p.c 74 | *_h.h 75 | *.ilk 76 | *.meta 77 | *.obj 78 | *.iobj 79 | *.pch 80 | *.pdb 81 | *.ipdb 82 | *.pgc 83 | *.pgd 84 | *.rsp 85 | *.sbr 86 | *.tlb 87 | *.tli 88 | *.tlh 89 | *.tmp 90 | *.tmp_proj 91 | *_wpftmp.csproj 92 | *.log 93 | *.tlog 94 | *.vspscc 95 | *.vssscc 96 | .builds 97 | *.pidb 98 | *.svclog 99 | *.scc 100 | 101 | # Chutzpah Test files 102 | _Chutzpah* 103 | 104 | # Visual C++ cache files 105 | ipch/ 106 | *.aps 107 | *.ncb 108 | *.opendb 109 | *.opensdf 110 | *.sdf 111 | *.cachefile 112 | *.VC.db 113 | *.VC.VC.opendb 114 | 115 | # Visual Studio profiler 116 | *.psess 117 | *.vsp 118 | *.vspx 119 | *.sap 120 | 121 | # Visual Studio Trace Files 122 | *.e2e 123 | 124 | # TFS 2012 Local Workspace 125 | $tf/ 126 | 127 | # Guidance Automation Toolkit 128 | *.gpState 129 | 130 | # ReSharper is a .NET coding add-in 131 | _ReSharper*/ 132 | *.[Rr]e[Ss]harper 133 | *.DotSettings.user 134 | 135 | # TeamCity is a build add-in 136 | _TeamCity* 137 | 138 | # DotCover is a Code Coverage Tool 139 | *.dotCover 140 | 141 | # AxoCover is a Code Coverage Tool 142 | .axoCover/* 143 | !.axoCover/settings.json 144 | 145 | # Coverlet is a free, cross platform Code Coverage Tool 146 | coverage*.json 147 | coverage*.xml 148 | coverage*.info 149 | 150 | # Visual Studio code coverage results 151 | *.coverage 152 | *.coveragexml 153 | 154 | # NCrunch 155 | _NCrunch_* 156 | .*crunch*.local.xml 157 | nCrunchTemp_* 158 | 159 | # MightyMoose 160 | *.mm.* 161 | AutoTest.Net/ 162 | 163 | # Web workbench (sass) 164 | .sass-cache/ 165 | 166 | # Installshield output folder 167 | [Ee]xpress/ 168 | 169 | # DocProject is a documentation generator add-in 170 | DocProject/buildhelp/ 171 | DocProject/Help/*.HxT 172 | DocProject/Help/*.HxC 173 | DocProject/Help/*.hhc 174 | DocProject/Help/*.hhk 175 | DocProject/Help/*.hhp 176 | DocProject/Help/Html2 177 | DocProject/Help/html 178 | 179 | # Click-Once directory 180 | publish/ 181 | 182 | # Publish Web Output 183 | *.[Pp]ublish.xml 184 | *.azurePubxml 185 | # Note: Comment the next line if you want to checkin your web deploy settings, 186 | # but database connection strings (with potential passwords) will be unencrypted 187 | *.pubxml 188 | *.publishproj 189 | 190 | # Microsoft Azure Web App publish settings. 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IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # GPT-4o Labs Sample with C# 2 | 3 | [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](/LICENSE) 4 | [![Twitter: elbruno](https://img.shields.io/twitter/follow/elbruno.svg?style=social)](https://twitter.com/elbruno) 5 | ![GitHub: elbruno](https://img.shields.io/github/followers/elbruno?style=social) 6 | 7 | Welcome to the GPT-4o Labs samples using C#. This repository contains a demo projects that showcases how to integrate the powerful GPT-4o model with the new OpenAI Library for .NET and Semantic Kernel in a .NET environment. 8 | 9 | ## Prerequisites 10 | 11 | Before running the sample, ensure you have the following installed: 12 | - **.NET 8**: Make sure you have the latest version of .NET installed on your machine. 13 | - **(Optional) OpenAI Key**: An OpenAI API key is required to authenticate and interact with the GPT-4o model. 14 | - **(Optional) Azure OpenAI Services**: A GPT-4o model deployed in [Azure OpenAI Services](https://learn.microsoft.com/en-us/azure/ai-services/openai/overview?WT.mc_id=academic-00000-brunocapuano). 15 | - **(Optional) Visual Studio or Visual Studio Code**: You will need an IDE or code editor capable of running .NET projects. Visual Studio or Visual Studio Code are recommended. 16 | 17 | ## About the Samples 18 | 19 | The following samples demonstrates differnet capabilities of the GPT-4o model, in example: analyzing and describing an image. The samples uses the official OpenAI library for .NET and Semantic Kernel to process the image and generate a description using C#. 20 | 21 | Here is the list of projects: 22 | 23 | ### OpenAI APIs 24 | 25 | | Category | Name | Description | Source | 26 | |------|------|-------------|--------| 27 | | Semantic Kernel | GPT4o_lab01 | Chat sample analizing an image from a URL | `.\src\GPT4o_lab01` | 28 | | Semantic Kernel | GPT4o_lab02 | Audio to text sample | `.\src\GPT4o_lab02` | 29 | | OpenAI library for .NET | OAINETSDK_lab01 | Chat sample asking questions to `GPT-4o` | `.\src\OAINETSDK_lab01` | 30 | | OpenAI library for .NET | OAINETSDK_lab02 | Audio to text using `Whisper-1` | `.\src\OAINETSDK_lab02` | 31 | | OpenAI library for .NET | OAINETSDK_lab03 | Chat sample analizing an image from a local file with `GPT-4o` | `.\src\OAINETSDK_lab03` | 32 | 33 | ### Azure OpenAI Services 34 | 35 | 36 | | Category | Name | Description | Source | 37 | |------|------|-------------|--------| 38 | | Semantic Kernel | GPT4o_AOAI_lab01 | Chat sample analizing an image from a URL | `.\src\GPT4o_AOAI_lab01` | 39 | | Semantic Kernel | GPT4o_AOAI_lab02 | Upload an image to an Azure Blob and then analizes the image from the blob URL. | `.\src\GPT4o_AOAI_lab02` | 40 | 41 | 42 | ## Example: How to Run the Project 43 | 44 | To run the project, follow these steps: 45 | 1. Clone the repository to your local machine. 46 | 1. Open a terminal and enter your OpenAI Key with the following commands 47 | 48 | ```bash 49 | cd .\src\GPT4o_lab01\ 50 | 51 | # init projecs user-secrets 52 | dotnet user-secrets init 53 | 54 | # add OpenAI API Key 55 | dotnet user-secrets set "APIKEY" "OpenAI API KEY" 56 | ``` 57 | 58 | 1. Run the project with the command 59 | 60 | ```bash 61 | dotnet run 62 | ``` 63 | 64 | 1. The current project analyzes this image 65 | 66 | ![Ultra running mug](/imgs/ultrarunningmug.png) 67 | 68 | 1. You should see an output similar to this one: 69 | 70 | *The image shows a person holding a mug that has the text "Ultrarunning (verb) the art of running as far as you can, and then running another 20 miles." In the background, there is a scenic view of trees and lush greenery, along with an outdoor swimming pool surrounded by a paved deck with lounge chairs. Additionally, a dog is partially visible near the bottom right of the image, standing near the railing. The scene appears to be tranquil and picturesque, likely taking place in a backyard or a similar outdoor setting.* 71 | 72 | 73 | 74 | 75 | ## References 76 | 77 | - [Announcing the official OpenAI library for .NET](https://devblogs.microsoft.com/dotnet/openai-dotnet-library/?WT.mc_id=academic-00000-brunocapuano) 78 | - [What is Azure OpenAI Service?](https://learn.microsoft.com/en-us/azure/ai-services/openai/overview?WT.mc_id=academic-00000-brunocapuano) 79 | - [Quickstart: Azure Blob Storage client library for .NET](https://learn.microsoft.com/en-us/azure/storage/blobs/storage-quickstart-blobs-dotnet?WT.mc_id=academic-00000-brunocapuano) 80 | 81 | ## Author 82 | 83 | 👤 **Bruno Capuano** 84 | 85 | * Website: https://elbruno.com 86 | * Twitter: [@elbruno](https://twitter.com/elbruno) 87 | * Github: [@elbruno](https://github.com/elbruno) 88 | * LinkedIn: [@elbruno](https://linkedin.com/in/elbruno) 89 | 90 | ## 🤝 Contributing 91 | 92 | Contributions, issues and feature requests are welcome! 93 | 94 | Feel free to check [issues page](https://github.com/elbruno/gpt4ol-sk-csharp//issues). 95 | 96 | ## Show your support 97 | 98 | Give a ⭐️ if this project helped you! 99 | 100 | 101 | ## 📝 License 102 | 103 | Copyright © 2024 [Bruno Capuano](https://github.com/elbruno). 104 | 105 | This project is [MIT](/LICENSE) licensed. 106 | 107 | *** 108 | -------------------------------------------------------------------------------- /imgs/rpi5.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/imgs/rpi5.png -------------------------------------------------------------------------------- /imgs/ultrarunningmug.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/imgs/ultrarunningmug.png -------------------------------------------------------------------------------- /media/acesnow.mp4: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/media/acesnow.mp4 -------------------------------------------------------------------------------- /media/gpt4otranslations.m4a: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/media/gpt4otranslations.m4a -------------------------------------------------------------------------------- /src/GPT4o_AOAI_lab01/GPT4o_AOAI_lab01.csproj: -------------------------------------------------------------------------------- 1 |  2 | 3 | 4 | Exe 5 | net8.0 6 | enable 7 | enable 8 | 54628801-6883-4e5f-9467-455b849582b1 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | PreserveNewest 23 | 24 | 25 | PreserveNewest 26 | 27 | 28 | PreserveNewest 29 | 30 | 31 | PreserveNewest 32 | 33 | 34 | PreserveNewest 35 | 36 | 37 | 38 | 39 | -------------------------------------------------------------------------------- /src/GPT4o_AOAI_lab01/Program.cs: -------------------------------------------------------------------------------- 1 | using Microsoft.Extensions.Configuration; 2 | using Microsoft.SemanticKernel; 3 | using Microsoft.SemanticKernel.ChatCompletion; 4 | 5 | var config = new ConfigurationBuilder().AddUserSecrets().Build(); 6 | 7 | var deploymentName = config["AZURE_OPENAI_MODEL"]; 8 | var endpoint = config["AZURE_OPENAI_ENDPOINT"]; 9 | var apiKey = config["AZURE_OPENAI_APIKEY"]; 10 | 11 | #pragma warning disable SKEXP0001, SKEXP0003, SKEXP0010, SKEXP0011, SKEXP0050, SKEXP0052 12 | var builder = Kernel.CreateBuilder(); 13 | builder.AddAzureOpenAIChatCompletion(deploymentName, endpoint, apiKey); 14 | var kernel = builder.Build(); 15 | 16 | var chat = kernel.GetRequiredService(); 17 | var history = new ChatHistory(); 18 | history.AddSystemMessage("You are a useful assistant that replies using a direct style"); 19 | 20 | var imageContent = new ImageContent(); 21 | 22 | // use remote image 23 | imageContent.Uri = new Uri("https://github.com/elbruno/gpt4ol-sk-csharp/blob/main/src/GPT4o_lab03/imgs/foggyday.png?raw=true"); 24 | 25 | var collectionItems = new ChatMessageContentItemCollection 26 | { 27 | new TextContent("What's in the image?"), 28 | imageContent 29 | }; 30 | 31 | 32 | history.AddUserMessage(collectionItems); 33 | 34 | var result = await chat.GetChatMessageContentsAsync(history); 35 | Console.WriteLine("Image description: " + result[^1].Content); -------------------------------------------------------------------------------- /src/GPT4o_AOAI_lab01/imgs/foggyday.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/GPT4o_AOAI_lab01/imgs/foggyday.png -------------------------------------------------------------------------------- /src/GPT4o_AOAI_lab01/imgs/foggydaysmall.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/GPT4o_AOAI_lab01/imgs/foggydaysmall.png -------------------------------------------------------------------------------- /src/GPT4o_AOAI_lab01/imgs/petsmusic.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/GPT4o_AOAI_lab01/imgs/petsmusic.png -------------------------------------------------------------------------------- /src/GPT4o_AOAI_lab01/imgs/rpi5.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/GPT4o_AOAI_lab01/imgs/rpi5.png -------------------------------------------------------------------------------- /src/GPT4o_AOAI_lab01/imgs/ultrarunningmug.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/GPT4o_AOAI_lab01/imgs/ultrarunningmug.png -------------------------------------------------------------------------------- /src/GPT4o_AOAI_lab02/GPT4o_AOAI_lab02.csproj: -------------------------------------------------------------------------------- 1 |  2 | 3 | 4 | Exe 5 | net8.0 6 | enable 7 | enable 8 | 6897942c-7c8e-441d-92c6-4e95192ce4de 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | PreserveNewest 21 | 22 | 23 | PreserveNewest 24 | 25 | 26 | PreserveNewest 27 | 28 | 29 | PreserveNewest 30 | 31 | 32 | PreserveNewest 33 | 34 | 35 | 36 | 37 | -------------------------------------------------------------------------------- /src/GPT4o_AOAI_lab02/Program.cs: -------------------------------------------------------------------------------- 1 | using Azure.Identity; 2 | using Azure.Storage.Blobs; 3 | using Microsoft.Extensions.Configuration; 4 | using Microsoft.SemanticKernel; 5 | using Microsoft.SemanticKernel.ChatCompletion; 6 | 7 | 8 | 9 | 10 | 11 | var config = new ConfigurationBuilder().AddUserSecrets().Build(); 12 | 13 | var deploymentName = config["AZURE_OPENAI_MODEL"]; 14 | var endpoint = config["AZURE_OPENAI_ENDPOINT"]; 15 | var apiKey = config["AZURE_OPENAI_APIKEY"]; 16 | var azureBlobUri = config["AZURE_BLOB_URI"]; 17 | var containerName = config["AZURE_BLOB_URI_CONTAINERNAME"]; 18 | 19 | #pragma warning disable SKEXP0001, SKEXP0003, SKEXP0010, SKEXP0011, SKEXP0050, SKEXP0052 20 | var builder = Kernel.CreateBuilder(); 21 | builder.AddAzureOpenAIChatCompletion(deploymentName, endpoint, apiKey); 22 | var kernel = builder.Build(); 23 | 24 | // init chat 25 | var chat = kernel.GetRequiredService(); 26 | var history = new ChatHistory(); 27 | history.AddSystemMessage("You are a useful assistant that replies using a direct style"); 28 | 29 | // use local image 30 | var imageFile = "foggyday.png"; 31 | var imageFullPath = Path.Combine(Directory.GetCurrentDirectory(), "imgs", imageFile); 32 | var imgInBlobUri = await UploadFileToAzureBlob(azureBlobUri, containerName, imageFile, imageFullPath); 33 | 34 | // create chat collection items 35 | var collectionItems = new ChatMessageContentItemCollection 36 | { 37 | new TextContent("What's in the image?"), 38 | new ImageContent(new Uri(imgInBlobUri)) 39 | }; 40 | history.AddUserMessage(collectionItems); 41 | 42 | // get the image description 43 | var result = await chat.GetChatMessageContentsAsync(history); 44 | Console.WriteLine("Image description: " + result[^1].Content); 45 | 46 | async Task UploadFileToAzureBlob(string azureBlobUri, string containerName, string imageFileName, string imageFullPath) 47 | { 48 | var blobServiceClient = new BlobServiceClient(new Uri(azureBlobUri), new DefaultAzureCredential()); 49 | var containerClient = blobServiceClient.GetBlobContainerClient(containerName); 50 | var blobClient = containerClient.GetBlobClient(imageFileName); 51 | Console.WriteLine($"Uploading to Blob storage as blob:\n\t {blobClient.Uri}\n"); 52 | await blobClient.UploadAsync(imageFullPath, true); 53 | Console.WriteLine($"Uploading complete ...\n"); 54 | return blobClient.Uri.ToString(); 55 | } -------------------------------------------------------------------------------- /src/GPT4o_AOAI_lab02/imgs/foggyday.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/GPT4o_AOAI_lab02/imgs/foggyday.png -------------------------------------------------------------------------------- /src/GPT4o_AOAI_lab02/imgs/foggydaysmall.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/GPT4o_AOAI_lab02/imgs/foggydaysmall.png -------------------------------------------------------------------------------- /src/GPT4o_AOAI_lab02/imgs/petsmusic.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/GPT4o_AOAI_lab02/imgs/petsmusic.png -------------------------------------------------------------------------------- /src/GPT4o_AOAI_lab02/imgs/rpi5.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/GPT4o_AOAI_lab02/imgs/rpi5.png -------------------------------------------------------------------------------- /src/GPT4o_AOAI_lab02/imgs/ultrarunningmug.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/GPT4o_AOAI_lab02/imgs/ultrarunningmug.png -------------------------------------------------------------------------------- /src/GPT4o_AOAI_lab03/GPT4o_AOAI_lab03.csproj: -------------------------------------------------------------------------------- 1 |  2 | 3 | 4 | Exe 5 | net8.0 6 | enable 7 | enable 8 | e6922458-db62-489f-be9f-aec7078f67e4 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | PreserveNewest 21 | 22 | 23 | 24 | 25 | -------------------------------------------------------------------------------- /src/GPT4o_AOAI_lab03/Program.cs: -------------------------------------------------------------------------------- 1 | using Azure.Identity; 2 | using Azure.Storage.Blobs; 3 | using Microsoft.Extensions.Configuration; 4 | using Microsoft.SemanticKernel; 5 | using Microsoft.SemanticKernel.ChatCompletion; 6 | 7 | var config = new ConfigurationBuilder().AddUserSecrets().Build(); 8 | 9 | var deploymentName = config["AZURE_OPENAI_MODEL"]; 10 | var endpoint = config["AZURE_OPENAI_ENDPOINT"]; 11 | var apiKey = config["AZURE_OPENAI_APIKEY"]; 12 | var azureBlobUri = config["AZURE_BLOB_URI"]; 13 | var containerName = config["AZURE_BLOB_URI_CONTAINERNAME"]; 14 | 15 | #pragma warning disable SKEXP0001, SKEXP0003, SKEXP0010, SKEXP0011, SKEXP0050, SKEXP0052 16 | var builder = Kernel.CreateBuilder(); 17 | builder.AddAzureOpenAIChatCompletion(deploymentName, endpoint, apiKey); 18 | var kernel = builder.Build(); 19 | 20 | // init chat 21 | var chat = kernel.GetRequiredService(); 22 | var history = new ChatHistory(); 23 | history.AddSystemMessage("You are a useful assistant that replies using a direct style"); 24 | 25 | // use local image 26 | var audioFile = "NTNIntro.mp4"; 27 | var audioFullPath = Path.Combine(Directory.GetCurrentDirectory(), "audio", audioFile); 28 | var audioBytes = File.ReadAllBytes(audioFullPath); 29 | 30 | // create chat collection items 31 | var collectionItems = new ChatMessageContentItemCollection 32 | { 33 | new TextContent("What's in the image?"), 34 | new AudioContent(audioBytes, "audio/mp4") 35 | }; 36 | history.AddUserMessage(collectionItems); 37 | 38 | // get the audio transcript 39 | var result = await chat.GetChatMessageContentsAsync(history); 40 | Console.WriteLine("Image description: " + result[^1].Content); 41 | -------------------------------------------------------------------------------- /src/GPT4o_AOAI_lab03/audio/NTNIntro.mp4: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/GPT4o_AOAI_lab03/audio/NTNIntro.mp4 -------------------------------------------------------------------------------- /src/GPT4o_lab01/GPT4o_lab01.csproj: -------------------------------------------------------------------------------- 1 |  2 | 3 | 4 | Exe 5 | net8.0 6 | enable 7 | enable 8 | f6ffe400-e0d1-46bb-b13c-9a389d79a5fd 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | PreserveNewest 23 | 24 | 25 | PreserveNewest 26 | 27 | 28 | 29 | 30 | -------------------------------------------------------------------------------- /src/GPT4o_lab01/Program.cs: -------------------------------------------------------------------------------- 1 | // Copyright (c) 2024 2 | // Author : Bruno Capuano 3 | // Change Log : 4 | // 5 | // The MIT License (MIT) 6 | // 7 | // Permission is hereby granted, free of charge, to any person obtaining a copy 8 | // of this software and associated documentation files (the "Software"), to deal 9 | // in the Software without restriction, including without limitation the rights 10 | // to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 11 | // copies of the Software, and to permit persons to whom the Software is 12 | // furnished to do so, subject to the following conditions: 13 | // 14 | // The above copyright notice and this permission notice shall be included in 15 | // all copies or substantial portions of the Software. 16 | // 17 | // THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 18 | // IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 19 | // FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 20 | // AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 21 | // LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 22 | // OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN 23 | // THE SOFTWARE. 24 | 25 | using Microsoft.Extensions.Configuration; 26 | using Microsoft.SemanticKernel; 27 | using Microsoft.SemanticKernel.ChatCompletion; 28 | 29 | var config = new ConfigurationBuilder().AddUserSecrets().Build(); 30 | var apikey = config["APIKEY"]; 31 | var model = "gpt-4o"; 32 | 33 | 34 | #pragma warning disable SKEXP0001, SKEXP0003, SKEXP0010, SKEXP0011, SKEXP0050, SKEXP0052 35 | var builder = Kernel.CreateBuilder(); 36 | builder.AddOpenAIChatCompletion (model, apikey); 37 | var kernel = builder.Build(); 38 | 39 | var chat = kernel.GetRequiredService(); 40 | var history = new ChatHistory(); 41 | history.AddSystemMessage("You are a useful assistant that replies using a direct style"); 42 | 43 | // analize image 44 | var collectionItems= new ChatMessageContentItemCollection 45 | { 46 | new TextContent("What's in the image?"), 47 | new ImageContent(new Uri("https://github.com/elbruno/gpt4ol-sk-csharp/blob/main/imgs/rpi5.png?raw=true")) 48 | }; 49 | history.AddUserMessage(collectionItems); 50 | 51 | var result = await chat.GetChatMessageContentsAsync(history); 52 | Console.WriteLine("Image description: " + result[^1].Content); -------------------------------------------------------------------------------- /src/GPT4o_lab01/imgs/rpi5.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/GPT4o_lab01/imgs/rpi5.png -------------------------------------------------------------------------------- /src/GPT4o_lab01/imgs/ultrarunningmug.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/GPT4o_lab01/imgs/ultrarunningmug.png -------------------------------------------------------------------------------- /src/GPT4o_lab02/GPT4o_lab02.csproj: -------------------------------------------------------------------------------- 1 |  2 | 3 | 4 | Exe 5 | net8.0 6 | enable 7 | enable 8 | d84161c2-7b56-4822-8c9b-3e595bc6c9db 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | PreserveNewest 23 | 24 | 25 | PreserveNewest 26 | 27 | 28 | 29 | 30 | -------------------------------------------------------------------------------- /src/GPT4o_lab02/Program.cs: -------------------------------------------------------------------------------- 1 | // Copyright (c) 2024 2 | // Author : Bruno Capuano 3 | // Change Log : 4 | // 5 | // The MIT License (MIT) 6 | // 7 | // Permission is hereby granted, free of charge, to any person obtaining a copy 8 | // of this software and associated documentation files (the "Software"), to deal 9 | // in the Software without restriction, including without limitation the rights 10 | // to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 11 | // copies of the Software, and to permit persons to whom the Software is 12 | // furnished to do so, subject to the following conditions: 13 | // 14 | // The above copyright notice and this permission notice shall be included in 15 | // all copies or substantial portions of the Software. 16 | // 17 | // THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 18 | // IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 19 | // FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 20 | // AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 21 | // LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 22 | // OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN 23 | // THE SOFTWARE. 24 | 25 | using Microsoft.Extensions.Configuration; 26 | using Microsoft.SemanticKernel; 27 | using Microsoft.SemanticKernel.AudioToText; 28 | using Microsoft.SemanticKernel.ChatCompletion; 29 | using Microsoft.SemanticKernel.Connectors.OpenAI; 30 | 31 | var config = new ConfigurationBuilder().AddUserSecrets().Build(); 32 | var apikey = config["APIKEY"]; 33 | var model = "whisper-1"; 34 | 35 | 36 | #pragma warning disable SKEXP0001, SKEXP0003, SKEXP0010, SKEXP0011, SKEXP0050, SKEXP0052 37 | // Create a kernel with OpenAI audio to text service 38 | var kernel = Kernel.CreateBuilder() 39 | .AddOpenAIAudioToText( 40 | modelId: model, 41 | apiKey: apikey) 42 | .Build(); 43 | 44 | var audioToTextService = kernel.GetRequiredService(); 45 | 46 | // audio file data 47 | var audioFileName = "NTNIntro.mp4"; 48 | var audioFullPath = Path.Combine(Directory.GetCurrentDirectory(), "media", audioFileName); 49 | var audioBytes = File.ReadAllBytes(audioFullPath); 50 | 51 | // Read audio content from a file 52 | AudioContent audioContent = new(audioBytes); 53 | 54 | // Set execution settings (optional) 55 | OpenAIAudioToTextExecutionSettings executionSettings = new() 56 | { 57 | Filename = audioFileName, 58 | Language = "es", // The language of the audio data as two-letter ISO-639-1 language code (e.g. 'en' or 'es'). 59 | Prompt = "Extract text from audio", // An optional text to guide the model's style or continue a previous audio segment. 60 | // The prompt should match the audio language. 61 | ResponseFormat = "json", // The format to return the transcribed text in. 62 | // Supported formats are json, text, srt, verbose_json, or vtt. Default is 'json'. 63 | Temperature = 0.3f, // The randomness of the generated text. 64 | // Select a value from 0.0 to 1.0. 0 is the default. 65 | }; 66 | 67 | //// get text single call 68 | var textContent = await audioToTextService.GetTextContentAsync(audioContent, executionSettings); 69 | Console.WriteLine("Audio : " + textContent.Text); 70 | 71 | // processing in List Mode 72 | //var textContents = await audioToTextService.GetTextContentsAsync(audioContent, executionSettings); 73 | //foreach (var text in textContents) 74 | //{ 75 | // Console.Write(text); 76 | //} 77 | 78 | -------------------------------------------------------------------------------- /src/GPT4o_lab02/media/NTNIntro.mp4: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/GPT4o_lab02/media/NTNIntro.mp4 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{4B7362A0-E943-48F8-96D4-A3FEAC723A2C} 78 | {12373DAF-A4BA-4B49-B98D-21DB7ED93253} = {95CA4443-5DE9-42D0-953D-B31256F4655F} 79 | EndGlobalSection 80 | GlobalSection(ExtensibilityGlobals) = postSolution 81 | SolutionGuid = {92D6952D-35FB-410F-8F37-0895EFC49F3D} 82 | EndGlobalSection 83 | EndGlobal 84 | -------------------------------------------------------------------------------- /src/OAINETSDK_lab01/OAINETSDK_lab01.csproj: -------------------------------------------------------------------------------- 1 |  2 | 3 | 4 | Exe 5 | net8.0 6 | enable 7 | enable 8 | 321a12a2-073f-4283-bce1-ade1dea9b4ea 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | -------------------------------------------------------------------------------- /src/OAINETSDK_lab01/Program.cs: -------------------------------------------------------------------------------- 1 | // Copyright (c) 2024 2 | // Author : Bruno Capuano 3 | // Change Log : 4 | // 5 | // The MIT License (MIT) 6 | // 7 | // Permission is hereby granted, free of charge, to any person obtaining a copy 8 | // of this software and associated documentation files (the "Software"), to deal 9 | // in the Software without restriction, including without limitation the rights 10 | // to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 11 | // copies of the Software, and to permit persons to whom the Software is 12 | // furnished to do so, subject to the following conditions: 13 | // 14 | // The above copyright notice and this permission notice shall be included in 15 | // all copies or substantial portions of the Software. 16 | // 17 | // THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 18 | // IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 19 | // FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 20 | // AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 21 | // LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 22 | // OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN 23 | // THE SOFTWARE. 24 | 25 | using Microsoft.Extensions.Configuration; 26 | using OpenAI.Chat; 27 | 28 | var config = new ConfigurationBuilder().AddUserSecrets().Build(); 29 | var openAIKey = config["APIKEY"]; 30 | var model = "gpt-4o"; 31 | 32 | // chat client 33 | ChatClient client = new(model, openAIKey); 34 | 35 | // define system message 36 | var systemMessage = new 37 | SystemChatMessage("You are a useful assitant that replies using a funny style."); 38 | var userQ = new UserChatMessage("What is the capital of France?"); 39 | var messages = new List { systemMessage, userQ }; 40 | 41 | // run the chat 42 | ChatCompletion chatCompletion = client.CompleteChat(messages); 43 | 44 | // show the original question and the chat response in the console 45 | Console.WriteLine($@"System Prompt: {systemMessage.Content[^1].Text} 46 | 47 | User Question: {userQ.Content[^1].Text} 48 | 49 | Response: {chatCompletion.Content[^1].Text}"); -------------------------------------------------------------------------------- /src/OAINETSDK_lab02/OAINETSDK_lab02.csproj: -------------------------------------------------------------------------------- 1 |  2 | 3 | 4 | Exe 5 | net8.0 6 | enable 7 | enable 8 | e4900aaf-89fb-4d64-be35-d1e270ccdb6c 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | PreserveNewest 23 | 24 | 25 | 26 | 27 | -------------------------------------------------------------------------------- /src/OAINETSDK_lab02/Program.cs: -------------------------------------------------------------------------------- 1 | // Copyright (c) 2024 2 | // Author : Bruno Capuano 3 | // Change Log : 4 | // 5 | // The MIT License (MIT) 6 | // 7 | // Permission is hereby granted, free of charge, to any person obtaining a copy 8 | // of this software and associated documentation files (the "Software"), to deal 9 | // in the Software without restriction, including without limitation the rights 10 | // to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 11 | // copies of the Software, and to permit persons to whom the Software is 12 | // furnished to do so, subject to the following conditions: 13 | // 14 | // The above copyright notice and this permission notice shall be included in 15 | // all copies or substantial portions of the Software. 16 | // 17 | // THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 18 | // IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 19 | // FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 20 | // AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 21 | // LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 22 | // OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN 23 | // THE SOFTWARE. 24 | 25 | using Microsoft.Extensions.Configuration; 26 | using OpenAI.Audio; 27 | 28 | var config = new ConfigurationBuilder().AddUserSecrets().Build(); 29 | var openAIKey = config["APIKEY"]; 30 | var model = "whisper-1"; 31 | 32 | // audio client 33 | AudioClient client = new(model: model, openAIKey); 34 | 35 | string audioFilePath = Path.Combine("audio", "NTNIntro.mp4"); 36 | 37 | AudioTranscriptionOptions options = new() 38 | { 39 | ResponseFormat = AudioTranscriptionFormat.Verbose, 40 | Granularities = AudioTimestampGranularities.Word | AudioTimestampGranularities.Segment, 41 | }; 42 | 43 | AudioTranscription transcription = client.TranscribeAudio(audioFilePath, options); 44 | 45 | Console.WriteLine("Transcription:"); 46 | Console.WriteLine($"{transcription.Text}"); 47 | 48 | Console.WriteLine(); 49 | Console.WriteLine($"Words:"); 50 | foreach (TranscribedWord word in transcription.Words) 51 | { 52 | Console.WriteLine($" {word.Word,15} : {word.Start.TotalMilliseconds,5:0} - {word.End.TotalMilliseconds,5:0}"); 53 | } 54 | 55 | Console.WriteLine(); 56 | Console.WriteLine($"Segments:"); 57 | foreach (TranscribedSegment segment in transcription.Segments) 58 | { 59 | Console.WriteLine($" {segment.Text,90} : {segment.Start.TotalMilliseconds,5:0} - {segment.End.TotalMilliseconds,5:0}"); 60 | } -------------------------------------------------------------------------------- /src/OAINETSDK_lab02/audio/NTNIntro.mp4: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/OAINETSDK_lab02/audio/NTNIntro.mp4 -------------------------------------------------------------------------------- /src/OAINETSDK_lab03/OAINETSDK_lab03.csproj: -------------------------------------------------------------------------------- 1 |  2 | 3 | 4 | Exe 5 | net8.0 6 | enable 7 | enable 8 | 6d50749a-95d9-4b11-9772-fc5906c23542 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | PreserveNewest 20 | 21 | 22 | PreserveNewest 23 | 24 | 25 | PreserveNewest 26 | 27 | 28 | PreserveNewest 29 | 30 | 31 | PreserveNewest 32 | 33 | 34 | 35 | -------------------------------------------------------------------------------- /src/OAINETSDK_lab03/Program.cs: -------------------------------------------------------------------------------- 1 | // Copyright (c) 2024 2 | // Author : Bruno Capuano 3 | // Change Log : 4 | // 5 | // The MIT License (MIT) 6 | // 7 | // Permission is hereby granted, free of charge, to any person obtaining a copy 8 | // of this software and associated documentation files (the "Software"), to deal 9 | // in the Software without restriction, including without limitation the rights 10 | // to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 11 | // copies of the Software, and to permit persons to whom the Software is 12 | // furnished to do so, subject to the following conditions: 13 | // 14 | // The above copyright notice and this permission notice shall be included in 15 | // all copies or substantial portions of the Software. 16 | // 17 | // THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 18 | // IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 19 | // FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 20 | // AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 21 | // LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 22 | // OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN 23 | // THE SOFTWARE. 24 | 25 | using Microsoft.Extensions.Configuration; 26 | using OpenAI; 27 | using OpenAI.Assistants; 28 | using OpenAI.Chat; 29 | using OpenAI.Files; 30 | using System.ClientModel; 31 | 32 | #pragma warning disable OPENAI001 33 | 34 | var config = new ConfigurationBuilder().AddUserSecrets().Build(); 35 | var openAIKey = config["APIKEY"]; 36 | var model = "gpt-4o"; 37 | 38 | OpenAIClient openAIClient = new(openAIKey); 39 | FileClient fileClient = openAIClient.GetFileClient(); 40 | var assistantClient = openAIClient.GetAssistantClient(); 41 | 42 | 43 | var imageFile = "foggyday.png"; 44 | var imageFullPath = Path.Combine(Directory.GetCurrentDirectory(), "imgs", imageFile); 45 | OpenAIFileInfo imgFile = fileClient.UploadFile(imageFullPath, FileUploadPurpose.Vision); 46 | 47 | var imageMessage = MessageContent.FromImageFileId(imgFile.Id); 48 | 49 | Assistant assistant = assistantClient.CreateAssistant( 50 | model: model, 51 | new AssistantCreationOptions() 52 | { 53 | Instructions = "You are a useful assistant that replies using a funny style and always in Spanish." 54 | }); 55 | 56 | AssistantThread thread = assistantClient.CreateThread(new ThreadCreationOptions() 57 | { 58 | InitialMessages = 59 | { 60 | new ThreadInitializationMessage( 61 | [ 62 | "Hello, assistant! Please describe this image for me:", 63 | MessageContent.FromImageFileId(imgFile.Id) 64 | ]), 65 | } 66 | }); 67 | 68 | var streamingUpdates = assistantClient.CreateRunStreaming(thread,assistant); 69 | 70 | foreach (StreamingUpdate streamingUpdate in streamingUpdates) 71 | { 72 | if (streamingUpdate.UpdateKind == StreamingUpdateReason.RunCreated) 73 | { 74 | Console.WriteLine($"--- Run started! ---"); 75 | } 76 | if (streamingUpdate is MessageContentUpdate contentUpdate) 77 | { 78 | Console.Write(contentUpdate.Text); 79 | } 80 | } -------------------------------------------------------------------------------- /src/OAINETSDK_lab03/imgs/foggyday.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/OAINETSDK_lab03/imgs/foggyday.png -------------------------------------------------------------------------------- /src/OAINETSDK_lab03/imgs/foggydaysmall.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/OAINETSDK_lab03/imgs/foggydaysmall.png -------------------------------------------------------------------------------- /src/OAINETSDK_lab03/imgs/petsmusic.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/OAINETSDK_lab03/imgs/petsmusic.png -------------------------------------------------------------------------------- /src/OAINETSDK_lab03/imgs/rpi5.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/OAINETSDK_lab03/imgs/rpi5.png -------------------------------------------------------------------------------- /src/OAINETSDK_lab03/imgs/ultrarunningmug.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elbruno/gpt4o-labs-csharp/4511245474231fa028f7e5aed10b531ec03f2236/src/OAINETSDK_lab03/imgs/ultrarunningmug.png --------------------------------------------------------------------------------